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Haj Mohamed H, Belaid S. Algorithm BOSS (Bag-of-Salient local Spectrums) for non-rigid and partial 3D object retrieval. Neurocomputing 2015. [DOI: 10.1016/j.neucom.2015.05.045] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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HU JWUSHENG, SU TZUNGMIN. FLEXIBLE 3D OBJECT RECOGNITION FRAMEWORK USING 2D VIEWS VIA A SIMILARITY-BASED ASPECT-GRAPH APPROACH. INT J PATTERN RECOGN 2011. [DOI: 10.1142/s0218001408006685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
This work presents a flexible framework for recognizing 3D objects from 2D views. Similarity-based aspect-graph, which contains a set of aspects and prototypes for these aspects, is employed to represent the database of 3D objects. An incremental database construction method that maximizes the similarity of views in the same aspect and minimizes the similarity of prototypes is proposed as the core of the framework to build and update the aspect-graph using 2D views randomly sampled from a viewing sphere. The proposed framework is evaluated on various object recognition problems, including 3D object recognition, human posture recognition and scene recognition. Shape and color features are employed in different applications with the proposed framework and the top three matching rates show the efficiency of the proposed method.
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Affiliation(s)
- JWU-SHENG HU
- Department of Electrical and Control Engineering, National Chiao-Tung University, Hsinchu, Taiwan, R.O.C
| | - TZUNG-MIN SU
- Department of Electrical and Control Engineering, National Chiao-Tung University, Hsinchu, Taiwan, R.O.C
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Unel M, Soldea O, Ozgur E, Bassa A. 3D object recognition using invariants of 2D projection curves. Pattern Anal Appl 2010. [DOI: 10.1007/s10044-010-0179-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Li X, Godil A, Wagan A. Spatially Enhanced Bags of Words for 3D Shape Retrieval. ADVANCES IN VISUAL COMPUTING 2008. [DOI: 10.1007/978-3-540-89639-5_34] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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